Allterraincols

## [1] "silikatisches Festgestein_vs_Alluviale Ablagerung"

##  [1] "Prediction error at end is:  0.250444292549556" 
##  [2] "Prediction error at end is:  0.114969241285031" 
##  [3] "Prediction error at end is:  0.057552973342447" 
##  [4] "Prediction error at end is:  0.0444634313055366"
##  [5] "Prediction error at end is:  0.0392344497607655"
##  [6] "Prediction error at end is:  0.0366028708133971"
##  [7] "Prediction error at end is:  0.0313738892686261"
##  [8] "Prediction error at end is:  0.0365686944634313"
##  [9] "Prediction error at end is:  0.0287764866712235"
## [10] "Prediction error at end is:  0.0339712918660287"
##                                  k 1                        k 2
## 1                      slope_ws19_hr    Modified_Catchment_Area
## 2            ChannelNetworkBaseLevel      slope_DTM_50m_avg_ws5
## 3                      TPI_i0m_o500m    ChannelNetworkBaseLevel
## 4                          maxic_ws5              TPI_i0m_o500m
## 5              slope_DTM_50m_avg_ws5 Modified_Catchment_Area_hr
## 6  saga_Topographic_Wetness_Index_hr          FlowLineCurvature
## 7         Modified_Catchment_Area_hr         Closed_Depressions
## 8                       TPI_i0m_o10m              minic_ws29_hr
## 9           Mass_Balance_Index_hr_hr          General_Curvature
## 10                      crosc_ws3_hr      longc_DTM_50m_avg_ws5
##                                 k 3                        k 4
## 1  VerticalDistancetoChannelNetwork              slope_ws11_hr
## 2           ChannelNetworkBaseLevel    Modified_Catchment_Area
## 3                             Slope         Mass_Balance_Index
## 4                  MassBalanceIndex       Tangential_Curvature
## 5                  ConvergenceIndex Channel_Network_Base_Level
## 6                         LS_Factor    ChannelNetworkBaseLevel
## 7        Channel_Network_Base_Level              TPI_i0m_o500m
## 8             slope_DTM_50m_avg_ws7      RelativeSlopePosition
## 9                      maxic_ws7_hr               crosc_ws7_hr
## 10                    PlanCurvature                  crosc_ws5
##                                 k 5
## 1           Modified_Catchment_Area
## 2           ChannelNetworkBaseLevel
## 3  VerticalDistancetoChannelNetwork
## 4                        slope_ws15
## 5               TangentialCurvature
## 6                        longc_ws11
## 7                     slope_ws19_hr
## 8         DiurnalAnisotropicHeating
## 9                      maxic_ws5_hr
## 10       Channel_Network_Base_Level

## [1] "silikatisches Festgestein_vs_Blockschutt"

##  [1] "Prediction error at end is:  0.267056962025316" 
##  [2] "Prediction error at end is:  0.166392405063291" 
##  [3] "Prediction error at end is:  0.100822784810127" 
##  [4] "Prediction error at end is:  0.0881645569620253"
##  [5] "Prediction error at end is:  0.0831012658227848"
##  [6] "Prediction error at end is:  0.0881645569620253"
##  [7] "Prediction error at end is:  0.0831329113924051"
##  [8] "Prediction error at end is:  0.0806012658227848"
##  [9] "Prediction error at end is:  0.0730379746835443"
## [10] "Prediction error at end is:  0.0780379746835443"
##                        k 1                              k 2
## 1  ChannelNetworkBaseLevel       Channel_Network_Base_Level
## 2    RelativeSlopePosition                  Catchment_slope
## 3  Modified_Catchment_Area                    TPI_i0m_o300m
## 4                  Texture VerticalDistancetoChannelNetwork
## 5            TPI_i0m_o300m                       slope_ws15
## 6                minic_ws5          ChannelNetworkBaseLevel
## 7             crosc_ws3_hr                        Convexity
## 8            TPI_i0m_o100m               Closed_Depressions
## 9       Closed_Depressions                     planc_ws9_hr
## 10           maxic_ws13_hr    sagaTopographic_Wetness_Index
##                      k 3                       k 4
## 1                Texture                   Texture
## 2  longc_DTM_50m_avg_ws7     longc_DTM_50m_avg_ws7
## 3  RelativeSlopePosition     slope_DTM_50m_avg_ws7
## 4          slope_ws19_hr Topographic_Wetness_Index
## 5          TPI_i0m_o120m                  LSFactor
## 6             planc_ws11 DiurnalAnisotropicHeating
## 7          maxic_ws11_hr     longc_DTM_50m_avg_ws5
## 8          TPI_i0m_o200m        Closed_Depressions
## 9  minic_DTM_50m_avg_ws3             longc_ws13_hr
## 10         TPI_i0m_o140m                maxic_ws11
##                           k 5
## 1                     Texture
## 2             Catchment_slope
## 3                   slope_ws5
## 4               TPI_i0m_o400m
## 5  Channel_Network_Base_Level
## 6                  maxic_ws11
## 7                  maxic_ws15
## 8                maxic_ws9_hr
## 9       RelativeSlopePosition
## 10              longc_ws15_hr

## [1] "silikatisches Festgestein_vs_Kolluvium"

##  [1] "Prediction error at end is:  0.305" 
##  [2] "Prediction error at end is:  0.135" 
##  [3] "Prediction error at end is:  0.08"  
##  [4] "Prediction error at end is:  0.065" 
##  [5] "Prediction error at end is:  0.0575"
##  [6] "Prediction error at end is:  0.0575"
##  [7] "Prediction error at end is:  0.0475"
##  [8] "Prediction error at end is:  0.0525"
##  [9] "Prediction error at end is:  0.0575"
## [10] "Prediction error at end is:  0.0625"
##                                 k 1                     k 2
## 1  VerticalDistancetoChannelNetwork         Catchment_Area2
## 2                             Slope                   Slope
## 3           ChannelNetworkBaseLevel   longc_DTM_50m_avg_ws7
## 4                           Texture ChannelNetworkBaseLevel
## 5        Channel_Network_Base_Level           TPI_i0m_o400m
## 6                          LSFactor Modified_Catchment_Area
## 7                         Convexity   slope_DTM_50m_avg_ws7
## 8               Flow_Line_Curvature                 Texture
## 9         DiurnalAnisotropicHeating               LS_Factor
## 10    sagaTopographic_Wetness_Index  Longitudinal_Curvature
##                        k 3                        k 4
## 1            TPI_i0m_o500m              TPI_i0m_o400m
## 2            slope_ws13_hr              slope_ws13_hr
## 3  ChannelNetworkBaseLevel    ChannelNetworkBaseLevel
## 4             TPI_i0m_o80m                    Texture
## 5          Catchment_slope                  LS_Factor
## 6               slope_ws15      slope_DTM_50m_avg_ws5
## 7    slope_DTM_50m_avg_ws5            Catchment_slope
## 8                LS_Factor  DiurnalAnisotropicHeating
## 9            TPI_i0m_o300m Channel_Network_Base_Level
## 10               slope_ws7   Mass_Balance_Index_hr_hr
##                        k 5
## 1    maxic_DTM_50m_avg_ws7
## 2  ChannelNetworkBaseLevel
## 3          Catchment_slope
## 4            TPI_i0m_o500m
## 5    slope_DTM_50m_avg_ws5
## 6            planc_ws23_hr
## 7             planc_ws9_hr
## 8            maxic_ws19_hr
## 9            slope_ws19_hr
## 10           minic_ws23_hr

## [1] "silikatisches Festgestein_vs_gemischte Kegel"

##  [1] "Prediction error at end is:  0.133132911392405" 
##  [2] "Prediction error at end is:  0.0527848101265823"
##  [3] "Prediction error at end is:  0.060253164556962" 
##  [4] "Prediction error at end is:  0.0477215189873418"
##  [5] "Prediction error at end is:  0.0476898734177215"
##  [6] "Prediction error at end is:  0.0502848101265823"
##  [7] "Prediction error at end is:  0.0426582278481013"
##  [8] "Prediction error at end is:  0.0451582278481013"
##  [9] "Prediction error at end is:  0.0452215189873418"
## [10] "Prediction error at end is:  0.0401898734177215"
##                           k 1                   k 2
## 1     Modified_Catchment_Area        Catchment_area
## 2               maxic_ws19_hr     FlowLineCurvature
## 3               minic_ws23_hr       Catchment_slope
## 4                     Texture                 Slope
## 5             Total_Curvature longc_DTM_50m_avg_ws7
## 6   DiurnalAnisotropicHeating         TPI_i0m_o500m
## 7               planc_ws11_hr         planc_ws11_hr
## 8               profc_ws15_hr          planc_ws9_hr
## 9  Channel_Network_Base_Level    Catchment_slope_hr
## 10            Catchment_slope crosc_DTM_50m_avg_ws3
##                                 k 3                     k 4
## 1           Modified_Catchment_Area Modified_Catchment_Area
## 2                     maxic_ws23_hr       FlowLineCurvature
## 3  VerticalDistancetoChannelNetwork                 Texture
## 4                           Texture   profc_DTM_50m_avg_ws7
## 5                     maxic_ws29_hr           maxic_ws29_hr
## 6                     profc_ws15_hr           longc_ws23_hr
## 7                   Catchment_Area2           TPI_i0m_o300m
## 8                      crosc_ws3_hr     Flow_Line_Curvature
## 9                        crosc_ws15           maxic_ws19_hr
## 10                       minic_ws11            profc_ws5_hr
##                                 k 5
## 1           Modified_Catchment_Area
## 2                     maxic_ws23_hr
## 3                         minic_ws7
## 4                           Texture
## 5                        minic_ws15
## 6                         crosc_ws3
## 7                             Slope
## 8  VerticalDistancetoChannelNetwork
## 9                     crosc_ws23_hr
## 10            RelativeSlopePosition

## [1] "silikatisches Festgestein_vs_gemischte Ablagerung"

##  [1] "Prediction error at end is:  0.277721518987342" 
##  [2] "Prediction error at end is:  0.159208860759494" 
##  [3] "Prediction error at end is:  0.126329113924051" 
##  [4] "Prediction error at end is:  0.0858860759493671"
##  [5] "Prediction error at end is:  0.0757911392405063"
##  [6] "Prediction error at end is:  0.0681962025316456"
##  [7] "Prediction error at end is:  0.0581012658227848"
##  [8] "Prediction error at end is:  0.0555696202531646"
##  [9] "Prediction error at end is:  0.0555696202531646"
## [10] "Prediction error at end is:  0.0606329113924051"
##                           k 1                        k 2
## 1              Catchment_area             Catchment_area
## 2                       Slope Channel_Network_Base_Level
## 3  Channel_Network_Base_Level      LongitudinalCurvature
## 4             Catchment_slope                 slope_ws11
## 5               TPI_i0m_o300m              TPI_i0m_o100m
## 6               CatchmentArea    ChannelNetworkBaseLevel
## 7     ChannelNetworkBaseLevel      maxic_DTM_50m_avg_ws7
## 8              TotalCurvature              TPI_i0m_o400m
## 9       slope_DTM_50m_avg_ws5      slope_DTM_50m_avg_ws7
## 10              profc_ws11_hr          Minimal_Curvature
##                           k 3                        k 4
## 1               TPI_i0m_o500m              TPI_i0m_o500m
## 2                  slope_ws11 Channel_Network_Base_Level
## 3  Channel_Network_Base_Level            Catchment_slope
## 4                     Texture                 slope_ws11
## 5     ChannelNetworkBaseLevel    ChannelNetworkBaseLevel
## 6             Catchment_slope      RelativeSlopePosition
## 7       RelativeSlopePosition      slope_DTM_50m_avg_ws7
## 8                profc_ws3_hr              planc_ws15_hr
## 9       crosc_DTM_50m_avg_ws5               minic_ws3_hr
## 10      minic_DTM_50m_avg_ws5               minic_ws9_hr
##                           k 5
## 1       maxic_DTM_50m_avg_ws7
## 2              Catchment_area
## 3     ChannelNetworkBaseLevel
## 4       slope_DTM_50m_avg_ws5
## 5               TPI_i0m_o130m
## 6       RelativeSlopePosition
## 7               TPI_i0m_o400m
## 8                profc_ws5_hr
## 9             Catchment_slope
## 10 Channel_Network_Base_Level

## [1] "silikatisches Festgestein_vs_Hangschutt"

##  [1] "Prediction error at end is:  0.354745254745255"
##  [2] "Prediction error at end is:  0.218381618381618"
##  [3] "Prediction error at end is:  0.182384282384282"
##  [4] "Prediction error at end is:  0.159274059274059"
##  [5] "Prediction error at end is:  0.138761238761239"
##  [6] "Prediction error at end is:  0.159340659340659"
##  [7] "Prediction error at end is:  0.159373959373959"
##  [8] "Prediction error at end is:  0.149150849150849"
##  [9] "Prediction error at end is:  0.161938061938062"
## [10] "Prediction error at end is:  0.151681651681652"
##                        k 1                     k 2                     k 3
## 1            TPI_i0m_o500m ChannelNetworkBaseLevel  Longitudinal_Curvature
## 2  ChannelNetworkBaseLevel            TPI_i0m_o80m ChannelNetworkBaseLevel
## 3          Catchment_slope           TPI_i0m_o500m   slope_DTM_50m_avg_ws7
## 4            minic_ws13_hr       Profile_Curvature               slope_ws5
## 5             slope_ws3_hr         Catchment_slope   profc_DTM_50m_avg_ws3
## 6     Tangential_Curvature           TPI_i0m_o150m       Maximal_Curvature
## 7                crosc_ws3               minic_ws3              slope_ws15
## 8                slope_ws7           slope_ws29_hr               slope_ws7
## 9           Catchment_area        MinimalCurvature           slope_ws23_hr
## 10        ProfileCurvature            longc_ws3_hr           maxic_ws11_hr
##                                  k 4                     k 5
## 1             Longitudinal_Curvature          Catchment_area
## 2              slope_DTM_50m_avg_ws7 ChannelNetworkBaseLevel
## 3              longc_DTM_50m_avg_ws3              slope_ws15
## 4                            Texture              profc_ws11
## 5  saga_Topographic_Wetness_Index_hr           minic_ws19_hr
## 6                      TPI_i0m_o200m  Longitudinal_Curvature
## 7                         slope_ws15       General_Curvature
## 8              maxic_DTM_50m_avg_ws5           longc_ws19_hr
## 9          DiurnalAnisotropicHeating           minic_ws11_hr
## 10                      profc_ws7_hr               planc_ws7

## [1] "silikatisches Festgestein_vs_Grundmoraene"

##  [1] "Prediction error at end is:  0.313101265822785"
##  [2] "Prediction error at end is:  0.159082278481013"
##  [3] "Prediction error at end is:  0.13876582278481" 
##  [4] "Prediction error at end is:  0.13370253164557" 
##  [5] "Prediction error at end is:  0.123607594936709"
##  [6] "Prediction error at end is:  0.12623417721519" 
##  [7] "Prediction error at end is:  0.12623417721519" 
##  [8] "Prediction error at end is:  0.12370253164557" 
##  [9] "Prediction error at end is:  0.113607594936709"
## [10] "Prediction error at end is:  0.13120253164557" 
##                              k 1                           k 2
## 1                     slope_ws15                    slope_ws15
## 2                  TPI_i0m_o500m                 TPI_i0m_o400m
## 3                     maxic_ws15                  slope_ws5_hr
## 4                  slope_ws29_hr                     crosc_ws7
## 5     Channel_Network_Base_Level                       Texture
## 6              Minimal_Curvature                 slope_ws23_hr
## 7                  TPI_i0m_o150m sagaTopographic_Wetness_Index
## 8          minic_DTM_50m_avg_ws5                         Slope
## 9        ChannelNetworkBaseLevel         minic_DTM_50m_avg_ws7
## 10 sagaTopographic_Wetness_Index        Longitudinal_Curvature
##                                 k 3                              k 4
## 1                        slope_ws15                       slope_ws15
## 2           ChannelNetworkBaseLevel          ChannelNetworkBaseLevel
## 3  VerticalDistancetoChannelNetwork VerticalDistancetoChannelNetwork
## 4                           Texture                        minic_ws5
## 5                         minic_ws5        DiurnalAnisotropicHeating
## 6                     TPI_i0m_o300m                          Texture
## 7             slope_DTM_50m_avg_ws3                       profc_ws11
## 8                      minic_ws3_hr            minic_DTM_50m_avg_ws7
## 9                      maxic_ws7_hr                    minic_ws15_hr
## 10            profc_DTM_50m_avg_ws3                    crosc_ws11_hr
##                                 k 5
## 1                        slope_ws15
## 2           ChannelNetworkBaseLevel
## 3  VerticalDistancetoChannelNetwork
## 4                      TPI_i0m_o10m
## 5                     longc_ws19_hr
## 6                      maxic_ws9_hr
## 7                     longc_ws29_hr
## 8                        longc_ws11
## 9                         minic_ws3
## 10                    PlanCurvature

## [1] "silikatisches Festgestein_vs_Moraene undifferenziert"

##  [1] "Prediction error at end is:  0.386867088607595"
##  [2] "Prediction error at end is:  0.21370253164557" 
##  [3] "Prediction error at end is:  0.188322784810127"
##  [4] "Prediction error at end is:  0.188417721518987"
##  [5] "Prediction error at end is:  0.175886075949367"
##  [6] "Prediction error at end is:  0.173354430379747"
##  [7] "Prediction error at end is:  0.170791139240506"
##  [8] "Prediction error at end is:  0.158291139240506"
##  [9] "Prediction error at end is:  0.165822784810127"
## [10] "Prediction error at end is:  0.158291139240506"
##                                 k 1                              k 2
## 1                     slope_ws19_hr          ChannelNetworkBaseLevel
## 2                     TPI_i0m_o400m VerticalDistancetoChannelNetwork
## 3           ChannelNetworkBaseLevel                          Texture
## 4                         maxic_ws3                            Slope
## 5  VerticalDistancetoChannelNetwork                    minic_ws29_hr
## 6             RelativeSlopePosition                  Catchment_slope
## 7               TangentialCurvature                Minimal_Curvature
## 8                         longc_ws3                    profc_ws11_hr
## 9                 Minimal_Curvature            minic_DTM_50m_avg_ws5
## 10                     TPI_i0m_o80m                    crosc_ws23_hr
##                                 k 3                        k 4
## 1           ChannelNetworkBaseLevel                 longc_ws11
## 2  VerticalDistancetoChannelNetwork Channel_Network_Base_Level
## 3             slope_DTM_50m_avg_ws3         Catchment_slope_hr
## 4                         Convexity    Modified_Catchment_Area
## 5                  MaximalCurvature                 longc_ws15
## 6                     slope_ws19_hr            Catchment_slope
## 7                     TPI_i0m_o300m                 slope_ws11
## 8             slope_DTM_50m_avg_ws5                  crosc_ws3
## 9             RelativeSlopePosition              minic_ws15_hr
## 10            minic_DTM_50m_avg_ws7              crosc_ws11_hr
##                        k 5
## 1               slope_ws15
## 2  ChannelNetworkBaseLevel
## 3            TPI_i0m_o400m
## 4          Catchment_slope
## 5            slope_ws23_hr
## 6    RelativeSlopePosition
## 7            longc_ws13_hr
## 8    slope_DTM_50m_avg_ws7
## 9             slope_ws7_hr
## 10                MRVBF_hr

Local terrain

## [1] "silikatisches Festgestein_vs_Alluviale Ablagerung"

## [1] "Prediction error at end is:  0.194736842105263"
## [2] "Prediction error at end is:  0.152631578947368"
## [3] "Prediction error at end is:  0.136842105263158"
## [4] "Prediction error at end is:  0.147368421052632"
## [5] "Prediction error at end is:  0.157894736842105"
##                      k 1                   k 2                     k 3
## 1 Longitudinal_Curvature profc_DTM_50m_avg_ws7   profc_DTM_50m_avg_ws7
## 2             maxic_ws11 slope_DTM_50m_avg_ws7     Flow_Line_Curvature
## 3          minic_ws29_hr         minic_ws29_hr           PlanCurvature
## 4          maxic_ws13_hr         profc_ws29_hr CrossSectionalCurvature
## 5           planc_ws3_hr             longc_ws7   minic_DTM_50m_avg_ws7
##                      k 4                    k 5
## 1 Longitudinal_Curvature Longitudinal_Curvature
## 2             longc_ws11              Convexity
## 3  profc_DTM_50m_avg_ws5    Flow_Line_Curvature
## 4           profc_ws7_hr          maxic_ws19_hr
## 5              longc_ws7  planc_DTM_50m_avg_ws3

## [1] "silikatisches Festgestein_vs_Blockschutt"

## [1] "Prediction error at end is:  0.303780487804878"
## [2] "Prediction error at end is:  0.129268292682927"
## [3] "Prediction error at end is:  0.144268292682927"
## [4] "Prediction error at end is:  0.144390243902439"
## [5] "Prediction error at end is:  0.129390243902439"
##                      k 1                   k 2                       k 3
## 1 Longitudinal_Curvature longc_DTM_50m_avg_ws7     slope_DTM_50m_avg_ws5
## 2  slope_DTM_50m_avg_ws5 slope_DTM_50m_avg_ws5     profc_DTM_50m_avg_ws7
## 3  maxic_DTM_50m_avg_ws5         minic_ws29_hr              minic_ws9_hr
## 4  longc_DTM_50m_avg_ws5             maxic_ws3     planc_DTM_50m_avg_ws5
## 5          slope_ws23_hr planc_DTM_50m_avg_ws7 DiurnalAnisotropicHeating
##                      k 4                    k 5
## 1 Longitudinal_Curvature Longitudinal_Curvature
## 2             slope_ws15  slope_DTM_50m_avg_ws7
## 3  maxic_DTM_50m_avg_ws7              slope_ws5
## 4          crosc_ws19_hr          minic_ws29_hr
## 5  slope_DTM_50m_avg_ws7  longc_DTM_50m_avg_ws7

## [1] "silikatisches Festgestein_vs_Kolluvium"

## [1] "Prediction error at end is:  0.26390243902439" 
## [2] "Prediction error at end is:  0.164146341463415"
## [3] "Prediction error at end is:  0.154024390243902"
## [4] "Prediction error at end is:  0.144390243902439"
## [5] "Prediction error at end is:  0.164390243902439"
##                      k 1                    k 2                    k 3
## 1 Longitudinal_Curvature Longitudinal_Curvature Longitudinal_Curvature
## 2          slope_ws23_hr          slope_ws23_hr  maxic_DTM_50m_avg_ws5
## 3        Total_Curvature          profc_ws13_hr      FlowLineCurvature
## 4   Tangential_Curvature           profc_ws7_hr  slope_DTM_50m_avg_ws7
## 5          planc_ws29_hr             profc_ws11  longc_DTM_50m_avg_ws7
##                      k 4                   k 5
## 1              slope_ws5 maxic_DTM_50m_avg_ws7
## 2 Longitudinal_Curvature          slope_ws7_hr
## 3           profc_ws7_hr         planc_ws19_hr
## 4  LongitudinalCurvature             slope_ws3
## 5  longc_DTM_50m_avg_ws5             planc_ws5

## [1] "silikatisches Festgestein_vs_gemischte Kegel"

## [1] "Prediction error at end is:  0.16" "Prediction error at end is:  0.07"
## [3] "Prediction error at end is:  0.08" "Prediction error at end is:  0.07"
## [5] "Prediction error at end is:  0.08"
##                     k 1                    k 2                    k 3
## 1          slope_ws9_hr           slope_ws9_hr           slope_ws9_hr
## 2 profc_DTM_50m_avg_ws7 Longitudinal_Curvature Longitudinal_Curvature
## 3             Convexity          slope_ws19_hr      FlowLineCurvature
## 4 LongitudinalCurvature  crosc_DTM_50m_avg_ws7           crosc_ws3_hr
## 5         longc_ws23_hr           slope_ws5_hr  longc_DTM_50m_avg_ws7
##                       k 4                   k 5
## 1           slope_ws11_hr          slope_ws9_hr
## 2  Longitudinal_Curvature maxic_DTM_50m_avg_ws7
## 3 CrossSectionalCurvature planc_DTM_50m_avg_ws5
## 4            slope_ws5_hr          slope_ws7_hr
## 5   planc_DTM_50m_avg_ws7 crosc_DTM_50m_avg_ws5

## [1] "silikatisches Festgestein_vs_gemischte Ablagerung"

## [1] "Prediction error at end is:  0.215"
## [2] "Prediction error at end is:  0.195"
## [3] "Prediction error at end is:  0.165"
## [4] "Prediction error at end is:  0.175"
## [5] "Prediction error at end is:  0.165"
##                      k 1                    k 2                    k 3
## 1 Longitudinal_Curvature Longitudinal_Curvature Longitudinal_Curvature
## 2          slope_ws19_hr             longc_ws15              slope_ws7
## 3              slope_ws7             planc_ws11              Convexity
## 4  minic_DTM_50m_avg_ws7  slope_DTM_50m_avg_ws7             longc_ws15
## 5              slope_ws5  maxic_DTM_50m_avg_ws7          minic_ws29_hr
##                      k 4                    k 5
## 1 Longitudinal_Curvature Longitudinal_Curvature
## 2          planc_ws19_hr              Convexity
## 3          crosc_ws19_hr  slope_DTM_50m_avg_ws7
## 4  slope_DTM_50m_avg_ws7          crosc_ws15_hr
## 5  profc_DTM_50m_avg_ws5  LongitudinalCurvature

## [1] "silikatisches Festgestein_vs_Hangschutt"

## [1] "Prediction error at end is:  0.34" 
## [2] "Prediction error at end is:  0.25" 
## [3] "Prediction error at end is:  0.23" 
## [4] "Prediction error at end is:  0.24" 
## [5] "Prediction error at end is:  0.215"
##                     k 1                    k 2                    k 3
## 1            profc_ws11             slope_ws15 Longitudinal_Curvature
## 2 longc_DTM_50m_avg_ws5             longc_ws11  slope_DTM_50m_avg_ws7
## 3             slope_ws3 Longitudinal_Curvature  planc_DTM_50m_avg_ws5
## 4             minic_ws3  longc_DTM_50m_avg_ws3      General_Curvature
## 5          maxic_ws3_hr          maxic_ws19_hr          planc_ws13_hr
##                      k 4                   k 5
## 1 Longitudinal_Curvature         slope_ws19_hr
## 2  slope_DTM_50m_avg_ws7 profc_DTM_50m_avg_ws3
## 3              longc_ws7 minic_DTM_50m_avg_ws7
## 4             maxic_ws11          slope_ws3_hr
## 5             profc_ws11          minic_ws5_hr

## [1] "silikatisches Festgestein_vs_Grundmoraene"

## [1] "Prediction error at end is:  0.445"
## [2] "Prediction error at end is:  0.255"
## [3] "Prediction error at end is:  0.23" 
## [4] "Prediction error at end is:  0.21" 
## [5] "Prediction error at end is:  0.195"
##                     k 1                    k 2                   k 3
## 1                 Slope           slope_ws9_hr         longc_ws13_hr
## 2 crosc_DTM_50m_avg_ws5 Longitudinal_Curvature crosc_DTM_50m_avg_ws7
## 3             slope_ws7          planc_ws11_hr slope_DTM_50m_avg_ws5
## 4 profc_DTM_50m_avg_ws7  crosc_DTM_50m_avg_ws7          profc_ws7_hr
## 5         minic_ws29_hr          longc_ws29_hr          minic_ws7_hr
##                       k 4                     k 5
## 1           slope_ws15_hr            minic_ws5_hr
## 2 CrossSectionalCurvature   crosc_DTM_50m_avg_ws5
## 3   crosc_DTM_50m_avg_ws7   longc_DTM_50m_avg_ws7
## 4               longc_ws3           maxic_ws15_hr
## 5            planc_ws5_hr CrossSectionalCurvature

## [1] "silikatisches Festgestein_vs_Moraene undifferenziert"

## [1] "Prediction error at end is:  0.38" "Prediction error at end is:  0.32"
## [3] "Prediction error at end is:  0.33" "Prediction error at end is:  0.31"
## [5] "Prediction error at end is:  0.28"
##                       k 1          k 2                   k 3
## 1           slope_ws15_hr   longc_ws11         slope_ws29_hr
## 2   minic_DTM_50m_avg_ws3    slope_ws3 longc_DTM_50m_avg_ws5
## 3 CrossSectionalCurvature slope_ws5_hr         planc_ws23_hr
## 4           planc_ws23_hr    minic_ws5          maxic_ws3_hr
## 5               minic_ws5   minic_ws15 LongitudinalCurvature
##                      k 4                   k 5
## 1 Longitudinal_Curvature LongitudinalCurvature
## 2    Flow_Line_Curvature             slope_ws3
## 3  longc_DTM_50m_avg_ws7 longc_DTM_50m_avg_ws5
## 4      FlowLineCurvature slope_DTM_50m_avg_ws7
## 5          planc_ws29_hr         crosc_ws19_hr

Regional terrain

## [1] "silikatisches Festgestein_vs_Alluviale Ablagerung"

## [1] "Prediction error at end is:  0.161943319838057" 
## [2] "Prediction error at end is:  0.0939271255060729"
## [3] "Prediction error at end is:  0.0937921727395412"
## [4] "Prediction error at end is:  0.0780026990553306"
## [5] "Prediction error at end is:  0.0780026990553306"
##                          k 1                        k 2
## 1    Modified_Catchment_Area    Modified_Catchment_Area
## 2                  LS_Factor                   LSFactor
## 3 Channel_Network_Base_Level            Catchment_Area2
## 4      RelativeSlopePosition Channel_Network_Base_Level
## 5             Catchment_area         Mass_Balance_Index
##                          k 3                        k 4
## 1    Modified_Catchment_Area    Modified_Catchment_Area
## 2 Channel_Network_Base_Level                  LS_Factor
## 3      RelativeSlopePosition Channel_Network_Base_Level
## 4                  LS_Factor         Mass_Balance_Index
## 5                   LSFactor                   LSFactor
##                       k 5
## 1 Modified_Catchment_Area
## 2               LS_Factor
## 3      Mass_Balance_Index
## 4          Catchment_area
## 5         Catchment_Area2

## [1] "silikatisches Festgestein_vs_Blockschutt"

## [1] "Prediction error at end is:  0.243780487804878" 
## [2] "Prediction error at end is:  0.119268292682927" 
## [3] "Prediction error at end is:  0.104634146341463" 
## [4] "Prediction error at end is:  0.0947560975609756"
## [5] "Prediction error at end is:  0.0996341463414634"
##                          k 1                           k 2
## 1             Catchment_area                Catchment_area
## 2            Catchment_slope sagaTopographic_Wetness_Index
## 3 Channel_Network_Base_Level     Topographic_Wetness_Index
## 4  Topographic_Wetness_Index               Catchment_Area2
## 5                  LS_Factor            Mass_Balance_Index
##                             k 3                           k 4
## 1                Catchment_area                Catchment_area
## 2 sagaTopographic_Wetness_Index sagaTopographic_Wetness_Index
## 3    Channel_Network_Base_Level    Channel_Network_Base_Level
## 4         RelativeSlopePosition                     LS_Factor
## 5                     LS_Factor               Catchment_Area2
##                          k 5
## 1            Catchment_slope
## 2  Topographic_Wetness_Index
## 3 Channel_Network_Base_Level
## 4      RelativeSlopePosition
## 5             Catchment_area

## [1] "silikatisches Festgestein_vs_Kolluvium"

## [1] "Prediction error at end is:  0.348048780487805"
## [2] "Prediction error at end is:  0.21390243902439" 
## [3] "Prediction error at end is:  0.184390243902439"
## [4] "Prediction error at end is:  0.194390243902439"
## [5] "Prediction error at end is:  0.159634146341463"
##                          k 1                        k 2
## 1  Topographic_Wetness_Index    Modified_Catchment_Area
## 2                   LSFactor Channel_Network_Base_Level
## 3    Modified_Catchment_Area                   LSFactor
## 4 Channel_Network_Base_Level            Catchment_slope
## 5      RelativeSlopePosition                  LS_Factor
##                          k 3                           k 4
## 1    Modified_Catchment_Area                Catchment_area
## 2      RelativeSlopePosition                      LSFactor
## 3                        TWI    Channel_Network_Base_Level
## 4          Catchment_area_hr       Modified_Catchment_Area
## 5 Channel_Network_Base_Level sagaTopographic_Wetness_Index
##                          k 5
## 1             Catchment_area
## 2                   LSFactor
## 3            Catchment_slope
## 4                        TWI
## 5 Channel_Network_Base_Level

## [1] "silikatisches Festgestein_vs_gemischte Kegel"

## [1] "Prediction error at end is:  0.115"
## [2] "Prediction error at end is:  0.04" 
## [3] "Prediction error at end is:  0.035"
## [4] "Prediction error at end is:  0.035"
## [5] "Prediction error at end is:  0.04" 
##                         k 1                           k 2
## 1 Topographic_Wetness_Index       Modified_Catchment_Area
## 2                  LSFactor                      LSFactor
## 3   Modified_Catchment_Area             Catchment_area_hr
## 4                       TWI               Catchment_Area2
## 5           Catchment_slope sagaTopographic_Wetness_Index
##                       k 3                           k 4
## 1 Modified_Catchment_Area       Modified_Catchment_Area
## 2                LSFactor                      LSFactor
## 3         Catchment_Area2               Catchment_Area2
## 4          Catchment_area         RelativeSlopePosition
## 5         Catchment_slope sagaTopographic_Wetness_Index
##                          k 5
## 1             Catchment_area
## 2                   LSFactor
## 3            Catchment_Area2
## 4    Modified_Catchment_Area
## 5 Channel_Network_Base_Level

## [1] "silikatisches Festgestein_vs_gemischte Ablagerung"

## [1] "Prediction error at end is:  0.305"
## [2] "Prediction error at end is:  0.165"
## [3] "Prediction error at end is:  0.135"
## [4] "Prediction error at end is:  0.125"
## [5] "Prediction error at end is:  0.125"
##                             k 1                        k 2
## 1               Catchment_Area2            Catchment_Area2
## 2                     LS_Factor Channel_Network_Base_Level
## 3               Catchment_slope                  LS_Factor
## 4    Channel_Network_Base_Level                   LSFactor
## 5 sagaTopographic_Wetness_Index            Catchment_slope
##                          k 3                        k 4
## 1  Topographic_Wetness_Index            Catchment_Area2
## 2 Channel_Network_Base_Level Channel_Network_Base_Level
## 3            Catchment_slope                  LS_Factor
## 4    Modified_Catchment_Area            Catchment_slope
## 5                   LSFactor         Mass_Balance_Index
##                             k 5
## 1     Topographic_Wetness_Index
## 2    Channel_Network_Base_Level
## 3 sagaTopographic_Wetness_Index
## 4               Catchment_slope
## 5                     LS_Factor

## [1] "silikatisches Festgestein_vs_Hangschutt"

## [1] "Prediction error at end is:  0.375"
## [2] "Prediction error at end is:  0.265"
## [3] "Prediction error at end is:  0.175"
## [4] "Prediction error at end is:  0.215"
## [5] "Prediction error at end is:  0.245"
##                         k 1                        k 2
## 1           Catchment_slope                  LS_Factor
## 2                       TWI  Topographic_Wetness_Index
## 3 Topographic_Wetness_Index Channel_Network_Base_Level
## 4        Mass_Balance_Index             Catchment_area
## 5   TopographicWetnessIndex                        TWI
##                             k 3                           k 4
## 1                     LS_Factor               Catchment_Area2
## 2     Topographic_Wetness_Index sagaTopographic_Wetness_Index
## 3 sagaTopographic_Wetness_Index     Topographic_Wetness_Index
## 4    Channel_Network_Base_Level               Catchment_slope
## 5                Catchment_area              MassBalanceIndex
##                         k 5
## 1            Catchment_area
## 2           Catchment_slope
## 3 Topographic_Wetness_Index
## 4     RelativeSlopePosition
## 5        Mass_Balance_Index

## [1] "silikatisches Festgestein_vs_Grundmoraene"

## [1] "Prediction error at end is:  0.39" 
## [2] "Prediction error at end is:  0.245"
## [3] "Prediction error at end is:  0.205"
## [4] "Prediction error at end is:  0.225"
## [5] "Prediction error at end is:  0.225"
##                          k 1                           k 2
## 1            Catchment_slope               Catchment_slope
## 2    Modified_Catchment_Area sagaTopographic_Wetness_Index
## 3 Channel_Network_Base_Level                     LS_Factor
## 4          Catchment_area_hr       Modified_Catchment_Area
## 5                  LS_Factor                Catchment_area
##                         k 3                       k 4
## 1 Topographic_Wetness_Index Topographic_Wetness_Index
## 2        Mass_Balance_Index                  LSFactor
## 3           Catchment_slope          MassBalanceIndex
## 4                 LS_Factor           Catchment_Area2
## 5                       TWI         Catchment_area_hr
##                         k 5
## 1                  LSFactor
## 2            Catchment_area
## 3 Topographic_Wetness_Index
## 4           Catchment_Area2
## 5                       TWI

## [1] "silikatisches Festgestein_vs_Moraene undifferenziert"

## [1] "Prediction error at end is:  0.408292682926829"
## [2] "Prediction error at end is:  0.234146341463415"
## [3] "Prediction error at end is:  0.224146341463415"
## [4] "Prediction error at end is:  0.199146341463415"
## [5] "Prediction error at end is:  0.154390243902439"
##                             k 1                        k 2
## 1     Topographic_Wetness_Index                   LSFactor
## 2    Channel_Network_Base_Level Channel_Network_Base_Level
## 3                     LS_Factor    Modified_Catchment_Area
## 4 sagaTopographic_Wetness_Index             Catchment_area
## 5                      LSFactor            Catchment_Area2
##                          k 3                        k 4
## 1    Modified_Catchment_Area    Modified_Catchment_Area
## 2 Channel_Network_Base_Level Channel_Network_Base_Level
## 3            Catchment_slope                        TWI
## 4      RelativeSlopePosition            Catchment_Area2
## 5  Topographic_Wetness_Index         Mass_Balance_Index
##                          k 5
## 1    Modified_Catchment_Area
## 2 Channel_Network_Base_Level
## 3             Catchment_area
## 4      RelativeSlopePosition
## 5                   LSFactor

roughness

## [1] "silikatisches Festgestein_vs_Alluviale Ablagerung"

## [1] "Prediction error at end is:  0.294736842105263"
## [2] "Prediction error at end is:  0.252631578947368"
## [3] "Prediction error at end is:  0.210526315789474"
## [4] "Prediction error at end is:  0.205263157894737"
## [5] "Prediction error at end is:  0.215789473684211"
##                        k 1                         k 2
## 1 vectorruggedness_hr_ws31    vectorruggedness_hr_ws47
## 2            fischerk_ws51      vectorstrength_hr_ws49
## 3   vectorstrength_hr_ws21                  TRI_hr_ws2
## 4   vectorstrength_hr_ws23    vectorruggedness_hr_ws27
## 5   vectorstrength_hr_ws59 terraintexture_hr_ws21_tp25
##                        k 3                         k 4
## 1 vectorruggedness_hr_ws51                 TRI_hr_ws23
## 2            fischerk_ws53      vectorstrength_hr_ws21
## 3 vectorruggedness_hr_ws35 terraintexture_hr_ws57_tp25
## 4 vectorruggedness_hr_ws15  terraintexture_hr_ws57_tp5
## 5   vectorstrength_hr_ws51 terraintexture_hr_ws53_tp25
##                           k 5
## 1                 TRI_hr_ws23
## 2               fischerk_ws59
## 3      vectorstrength_hr_ws11
## 4 terraintexture_hr_ws53_tp25
## 5      vectorstrength_hr_ws61

## [1] "silikatisches Festgestein_vs_Blockschutt"

## [1] "Prediction error at end is:  0.308414634146341"
## [2] "Prediction error at end is:  0.224024390243902"
## [3] "Prediction error at end is:  0.19390243902439" 
## [4] "Prediction error at end is:  0.159024390243902"
## [5] "Prediction error at end is:  0.159146341463415"
##                           k 1                      k 2
## 1                     Texture                  Texture
## 2                  TRI_hr_ws9               TRI_hr_ws8
## 3 terraintexture_hr_ws29_tp25            fischerk_ws49
## 4      vectorstrength_hr_ws51 vectorruggedness_hr_ws21
## 5               fischerk_ws15 vectorruggedness_hr_ws57
##                        k 3                         k 4
## 1                  Texture                 TRI_hr_ws18
## 2            fischerk_ws55                     Texture
## 3 vectorruggedness_hr_ws39    vectorruggedness_hr_ws53
## 4              TRI_hr_ws12               fischerk_ws43
## 5 vectorruggedness_hr_ws29 terraintexture_hr_ws21_tp25
##                          k 5
## 1                    Texture
## 2                 TRI_hr_ws8
## 3              fischerk_ws51
## 4   vectorruggedness_hr_ws59
## 5 terraintexture_hr_ws57_tp5

## [1] "silikatisches Festgestein_vs_Kolluvium"

## [1] "Prediction error at end is:  0.333170731707317"
## [2] "Prediction error at end is:  0.288292682926829"
## [3] "Prediction error at end is:  0.243658536585366"
## [4] "Prediction error at end is:  0.22890243902439" 
## [5] "Prediction error at end is:  0.223780487804878"
##             k 1                    k 2                         k 3
## 1   TRI_hr_ws23            TRI_hr_ws20                 TRI_hr_ws20
## 2    TRI_hr_ws6 vectorstrength_hr_ws51                     Texture
## 3       Texture vectorstrength_hr_ws33     vectorruggedness_hr_ws5
## 4   TRI_hr_ws26             TRI_hr_ws6 Melton_Ruggedness_Number_hr
## 5 fischerk_ws51 vectorstrength_hr_ws59               fischerk_ws49
##                           k 4                    k 5
## 1                 TRI_hr_ws20             TRI_hr_ws3
## 2                  TRI_hr_ws2          fischerk_ws43
## 3      vectorstrength_hr_ws23 vectorstrength_hr_ws13
## 4                  TRI_hr_ws7          fischerk_ws55
## 5 terraintexture_hr_ws29_tp25             TRI_hr_ws4

## [1] "silikatisches Festgestein_vs_gemischte Kegel"

## [1] "Prediction error at end is:  0.175"
## [2] "Prediction error at end is:  0.11" 
## [3] "Prediction error at end is:  0.1"  
## [4] "Prediction error at end is:  0.08" 
## [5] "Prediction error at end is:  0.08" 
##                        k 1                         k 2
## 1 vectorruggedness_hr_ws45    vectorruggedness_hr_ws55
## 2               TRI_hr_ws4    vectorruggedness_hr_ws15
## 3   vectorstrength_hr_ws23  terraintexture_hr_ws53_tp5
## 4              TRI_hr_ws23 terraintexture_hr_ws17_tp25
## 5            fischerk_ws17  terraintexture_hr_ws37_tp5
##                        k 3                         k 4
## 1 vectorruggedness_hr_ws45    vectorruggedness_hr_ws45
## 2               TRI_hr_ws6 Melton_Ruggedness_Number_hr
## 3                  Texture                  TRI_hr_ws7
## 4            fischerk_ws55               fischerk_ws49
## 5   vectorstrength_hr_ws13               fischerk_ws45
##                      k 5
## 1            TRI_hr_ws19
## 2 vectorstrength_hr_ws45
## 3             TRI_hr_ws4
## 4          fischerk_ws29
## 5          fischerk_ws45

## [1] "silikatisches Festgestein_vs_gemischte Ablagerung"

## [1] "Prediction error at end is:  0.465"
## [2] "Prediction error at end is:  0.265"
## [3] "Prediction error at end is:  0.265"
## [4] "Prediction error at end is:  0.26" 
## [5] "Prediction error at end is:  0.265"
##                           k 1           k 2                         k 3
## 1                 TRI_hr_ws20 fischerk_ws57 terraintexture_hr_ws57_tp25
## 2               fischerk_ws51   TRI_hr_ws16                  TRI_hr_ws5
## 3 terraintexture_hr_ws37_tp25 fischerk_ws19               fischerk_ws59
## 4    vectorruggedness_hr_ws39       Texture                     Texture
## 5 terraintexture_hr_ws21_tp25   TRI_hr_ws13    vectorruggedness_hr_ws51
##                          k 4                         k 5
## 1                TRI_hr_ws10               fischerk_ws57
## 2              fischerk_ws23                 TRI_hr_ws21
## 3 terraintexture_hr_ws53_tp5 terraintexture_hr_ws57_tp25
## 4 terraintexture_hr_ws45_tp5  terraintexture_hr_ws41_tp5
## 5              fischerk_ws51    vectorruggedness_hr_ws59

## [1] "silikatisches Festgestein_vs_Hangschutt"

## [1] "Prediction error at end is:  0.475"
## [2] "Prediction error at end is:  0.385"
## [3] "Prediction error at end is:  0.355"
## [4] "Prediction error at end is:  0.31" 
## [5] "Prediction error at end is:  0.335"
##                        k 1                         k 2
## 1              TRI_hr_ws21                 TRI_hr_ws23
## 2 vectorruggedness_hr_ws21               fischerk_ws45
## 3 vectorruggedness_hr_ws17    vectorruggedness_hr_ws53
## 4 vectorruggedness_hr_ws33 terraintexture_hr_ws53_tp25
## 5               TRI_hr_ws1 terraintexture_hr_ws33_tp25
##                           k 3                         k 4
## 1                 TRI_hr_ws18                 TRI_hr_ws16
## 2 terraintexture_hr_ws29_tp25 terraintexture_hr_ws57_tp25
## 3      vectorstrength_hr_ws57    vectorruggedness_hr_ws51
## 4 terraintexture_hr_ws49_tp25 terraintexture_hr_ws41_tp25
## 5 terraintexture_hr_ws53_tp25      vectorstrength_hr_ws13
##                           k 5
## 1               fischerk_ws51
## 2               fischerk_ws59
## 3                 TRI_hr_ws22
## 4 terraintexture_hr_ws49_tp25
## 5 terraintexture_hr_ws53_tp25

## [1] "silikatisches Festgestein_vs_Grundmoraene"

## [1] "Prediction error at end is:  0.335"
## [2] "Prediction error at end is:  0.245"
## [3] "Prediction error at end is:  0.205"
## [4] "Prediction error at end is:  0.22" 
## [5] "Prediction error at end is:  0.225"
##                           k 1                         k 2
## 1                 TRI_hr_ws21                 TRI_hr_ws13
## 2 terraintexture_hr_ws29_tp25 terraintexture_hr_ws49_tp25
## 3                     Texture      vectorstrength_hr_ws33
## 4               fischerk_ws51                  TRI_hr_ws2
## 5    vectorruggedness_hr_ws39      vectorstrength_hr_ws19
##                           k 3                      k 4
## 1                 TRI_hr_ws24 vectorruggedness_hr_ws57
## 2 terraintexture_hr_ws25_tp25  vectorruggedness_hr_ws3
## 3                     Texture   vectorstrength_hr_ws17
## 4 terraintexture_hr_ws41_tp25               TRI_hr_ws7
## 5      vectorstrength_hr_ws11   vectorstrength_hr_ws19
##                           k 5
## 1 terraintexture_hr_ws41_tp25
## 2                     Texture
## 3    vectorruggedness_hr_ws49
## 4 terraintexture_hr_ws49_tp25
## 5       vectorstrength_hr_ws3

## [1] "silikatisches Festgestein_vs_Moraene undifferenziert"

## [1] "Prediction error at end is:  0.35" 
## [2] "Prediction error at end is:  0.34" 
## [3] "Prediction error at end is:  0.305"
## [4] "Prediction error at end is:  0.26" 
## [5] "Prediction error at end is:  0.26" 
##                        k 1                      k 2
## 1              TRI_hr_ws19              TRI_hr_ws23
## 2                  Texture vectorruggedness_hr_ws49
## 3 vectorruggedness_hr_ws37   vectorstrength_hr_ws55
## 4              TRI_hr_ws20   vectorstrength_hr_ws51
## 5   vectorstrength_hr_ws61                  Texture
##                        k 3                     k 4
## 1              TRI_hr_ws20             TRI_hr_ws18
## 2                  Texture           fischerk_ws53
## 3   vectorstrength_hr_ws51             TRI_hr_ws13
## 4   vectorstrength_hr_ws57                 Texture
## 5 vectorruggedness_hr_ws13 vectorruggedness_hr_ws5
##                          k 5
## 1                TRI_hr_ws19
## 2              fischerk_ws51
## 3    vectorruggedness_hr_ws5
## 4 terraintexture_hr_ws37_tp5
## 5                    Texture

RLIcols

## [1] "silikatisches Festgestein_vs_Alluviale Ablagerung"

## [1] "Prediction error at end is:  0.305263157894737"
## [2] "Prediction error at end is:  0.284210526315789"
## [3] "Prediction error at end is:  0.3"              
## [4] "Prediction error at end is:  0.310526315789474"
## [5] "Prediction error at end is:  0.294736842105263"
##                                                k 1
## 1      geom_hr_L3_fl10_r_li_richness_UE_hr_20cells
## 2          geom_hr_L50m_fl1_r_li_mps_UE_hr_20cells
## 3 geom_hr_L50m_fl10_r_li_edgedensity_UE_hr_10cells
## 4          geom_hr_L50m_fl10_r_li_mps_UE_hr_5cells
## 5     geom_hr_L3_fl10_r_li_dominance_UE_hr_20cells
##                                               k 2
## 1        geom_hr_L50m_fl10_r_li_mps_UE_hr_10cells
## 2           geom_hr_L3_fl10_r_li_mps_UE_hr_5cells
## 3       geom_hr_L3_fl1_r_li_shannon_UE_hr_10cells
## 4     geom_hr_L50m_fl1_r_li_simpson_UE_hr_10cells
## 5 geom_hr_L50m_fl10_r_li_edgedensity_UE_hr_5cells
##                                               k 3
## 1     geom_hr_L3_fl10_r_li_richness_UE_hr_20cells
## 2   geom_hr_L3_fl10_r_li_edgedensity_UE_hr_5cells
## 3       geom_hr_L3_fl1_r_li_simpson_UE_hr_10cells
## 4 geom_hr_L50m_fl10_r_li_edgedensity_UE_hr_5cells
## 5     geom_hr_L3_fl10_r_li_dominance_UE_hr_5cells
##                                               k 4
## 1   geom_hr_L50m_fl10_r_li_richness_UE_hr_20cells
## 2 geom_hr_L50m_fl1_r_li_patchdensity_UE_hr_5cells
## 3     geom_hr_L50m_fl1_r_li_richness_UE_hr_5cells
## 4      geom_hr_L50m_fl1_r_li_simpson_UE_hr_5cells
## 5     geom_hr_L3_fl10_r_li_richness_UE_hr_20cells
##                                             k 5
## 1    geom_hr_L3_fl10_r_li_simpson_UE_hr_20cells
## 2     geom_hr_L3_fl1_r_li_simpson_UE_hr_10cells
## 3 geom_hr_L3_fl10_r_li_edgedensity_UE_hr_5cells
## 4   geom_hr_L50m_fl10_r_li_simpson_UE_hr_5cells
## 5      geom_hr_L3_fl1_r_li_simpson_UE_hr_5cells

## [1] "silikatisches Festgestein_vs_Blockschutt"

## [1] "Prediction error at end is:  0.37780487804878" 
## [2] "Prediction error at end is:  0.36280487804878" 
## [3] "Prediction error at end is:  0.347926829268293"
## [4] "Prediction error at end is:  0.393048780487805"
## [5] "Prediction error at end is:  0.377682926829268"
##                                                k 1
## 1          geom_hr_L50m_fl10_r_li_mps_UE_hr_5cells
## 2  geom_hr_L50m_fl1_r_li_edgedensity_UE_hr_20cells
## 3      geom_hr_L3_fl10_r_li_richness_UE_hr_20cells
## 4 geom_hr_L50m_fl10_r_li_patchdensity_UE_hr_5cells
## 5     geom_hr_L3_fl10_r_li_dominance_UE_hr_40cells
##                                             k 2
## 1         geom_hr_L3_fl1_r_li_mps_UE_hr_20cells
## 2 geom_hr_L3_fl1_r_li_edgedensity_UE_hr_20cells
## 3  geom_hr_L50m_fl10_r_li_simpson_UE_hr_10cells
## 4  geom_hr_L50m_fl10_r_li_shannon_UE_hr_10cells
## 5       geom_hr_L3_fl1_r_li_shape_UE_hr_20cells
##                                             k 3
## 1       geom_hr_L50m_fl10_r_li_mps_UE_hr_5cells
## 2   geom_hr_L3_fl10_r_li_richness_UE_hr_20cells
## 3      geom_hr_L50m_fl10_r_li_mps_UE_hr_20cells
## 4     geom_hr_L3_fl10_r_li_simpson_UE_hr_5cells
## 5 geom_hr_L50m_fl1_r_li_dominance_UE_hr_10cells
##                                           k 4
## 1     geom_hr_L50m_fl10_r_li_mps_UE_hr_5cells
## 2    geom_hr_L3_fl10_r_li_shape_UE_hr_20cells
## 3   geom_hr_L3_fl10_r_li_simpson_UE_hr_5cells
## 4      geom_hr_L3_fl10_r_li_mps_UE_hr_10cells
## 5 geom_hr_L3_fl10_r_li_richness_UE_hr_20cells
##                                               k 5
## 1         geom_hr_L50m_fl10_r_li_mps_UE_hr_5cells
## 2     geom_hr_L3_fl10_r_li_richness_UE_hr_20cells
## 3    geom_hr_L3_fl10_r_li_dominance_UE_hr_40cells
## 4 geom_hr_L3_fl10_r_li_patchdensity_UE_hr_10cells
## 5      geom_hr_L3_fl1_r_li_richness_UE_hr_20cells

## [1] "silikatisches Festgestein_vs_Kolluvium"

## [1] "Prediction error at end is:  0.433414634146341"
## [2] "Prediction error at end is:  0.372682926829268"
## [3] "Prediction error at end is:  0.322926829268293"
## [4] "Prediction error at end is:  0.343048780487805"
## [5] "Prediction error at end is:  0.367926829268293"
##                                           k 1
## 1 geom_hr_L3_fl10_r_li_richness_UE_hr_20cells
## 2  geom_hr_L3_fl1_r_li_richness_UE_hr_20cells
## 3    geom_hr_L3_fl10_r_li_shape_UE_hr_10cells
## 4   geom_hr_L3_fl10_r_li_simpson_UE_hr_5cells
## 5  geom_hr_L3_fl1_r_li_dominance_UE_hr_5cells
##                                           k 2
## 1  geom_hr_L3_fl10_r_li_shannon_UE_hr_10cells
## 2  geom_hr_L3_fl1_r_li_richness_UE_hr_10cells
## 3 geom_hr_L3_fl10_r_li_richness_UE_hr_20cells
## 4 geom_hr_L50m_fl1_r_li_simpson_UE_hr_20cells
## 5 geom_hr_L3_fl1_r_li_dominance_UE_hr_20cells
##                                                k 3
## 1    geom_hr_L50m_fl10_r_li_richness_UE_hr_20cells
## 2       geom_hr_L3_fl1_r_li_richness_UE_hr_20cells
## 3    geom_hr_L50m_fl1_r_li_dominance_UE_hr_20cells
## 4 geom_hr_L50m_fl10_r_li_patchdensity_UE_hr_5cells
## 5      geom_hr_L50m_fl10_r_li_simpson_UE_hr_5cells
##                                          k 4
## 1       geom_hr_L3_fl1_r_li_mps_UE_hr_5cells
## 2 geom_hr_L3_fl10_r_li_shannon_UE_hr_10cells
## 3  geom_hr_L3_fl1_r_li_simpson_UE_hr_10cells
## 4     geom_hr_L50m_fl1_r_li_mps_UE_hr_5cells
## 5  geom_hr_L3_fl1_r_li_richness_UE_hr_5cells
##                                                 k 5
## 1 geom_hr_L50m_fl10_r_li_patchdensity_UE_hr_20cells
## 2        geom_hr_L3_fl10_r_li_shannon_UE_hr_10cells
## 3         geom_hr_L3_fl1_r_li_shannon_UE_hr_20cells
## 4       geom_hr_L3_fl10_r_li_richness_UE_hr_20cells
## 5    geom_hr_L3_fl10_r_li_patchdensity_UE_hr_5cells

## [1] "silikatisches Festgestein_vs_gemischte Kegel"

## [1] "Prediction error at end is:  0.315"
## [2] "Prediction error at end is:  0.32" 
## [3] "Prediction error at end is:  0.285"
## [4] "Prediction error at end is:  0.21" 
## [5] "Prediction error at end is:  0.24" 
##                                                k 1
## 1            geom_hr_L3_fl10_r_li_mps_UE_hr_5cells
## 2 geom_hr_L50m_fl10_r_li_patchdensity_UE_hr_5cells
## 3      geom_hr_L3_fl1_r_li_dominance_UE_hr_20cells
## 4       geom_hr_L3_fl1_r_li_richness_UE_hr_10cells
## 5  geom_hr_L3_fl10_r_li_patchdensity_UE_hr_10cells
##                                             k 2
## 1 geom_hr_L50m_fl10_r_li_richness_UE_hr_20cells
## 2   geom_hr_L3_fl10_r_li_richness_UE_hr_20cells
## 3       geom_hr_L50m_fl10_r_li_mps_UE_hr_5cells
## 4    geom_hr_L3_fl1_r_li_dominance_UE_hr_5cells
## 5  geom_hr_L50m_fl10_r_li_shannon_UE_hr_20cells
##                                             k 3
## 1 geom_hr_L50m_fl10_r_li_richness_UE_hr_20cells
## 2     geom_hr_L3_fl10_r_li_shannon_UE_hr_5cells
## 3      geom_hr_L3_fl1_r_li_simpson_UE_hr_5cells
## 4    geom_hr_L3_fl1_r_li_dominance_UE_hr_5cells
## 5        geom_hr_L3_fl10_r_li_mps_UE_hr_20cells
##                                             k 4
## 1 geom_hr_L50m_fl10_r_li_richness_UE_hr_20cells
## 2  geom_hr_L50m_fl10_r_li_simpson_UE_hr_10cells
## 3   geom_hr_L3_fl10_r_li_richness_UE_hr_20cells
## 4     geom_hr_L3_fl1_r_li_simpson_UE_hr_10cells
## 5   geom_hr_L3_fl1_r_li_dominance_UE_hr_20cells
##                                              k 5
## 1    geom_hr_L3_fl10_r_li_richness_UE_hr_20cells
## 2 geom_hr_L50m_fl10_r_li_dominance_UE_hr_20cells
## 3    geom_hr_L50m_fl10_r_li_simpson_UE_hr_5cells
## 4     geom_hr_L50m_fl10_r_li_shape_UE_hr_20cells
## 5      geom_hr_L3_fl1_r_li_simpson_UE_hr_10cells

## [1] "silikatisches Festgestein_vs_gemischte Ablagerung"

## [1] "Prediction error at end is:  0.445"
## [2] "Prediction error at end is:  0.46" 
## [3] "Prediction error at end is:  0.41" 
## [4] "Prediction error at end is:  0.46" 
## [5] "Prediction error at end is:  0.425"
##                                           k 1
## 1 geom_hr_L3_fl10_r_li_richness_UE_hr_10cells
## 2  geom_hr_L3_fl10_r_li_simpson_UE_hr_10cells
## 3  geom_hr_L3_fl1_r_li_richness_UE_hr_20cells
## 4 geom_hr_L3_fl1_r_li_dominance_UE_hr_20cells
## 5       geom_hr_L3_fl1_r_li_mps_UE_hr_20cells
##                                            k 2
## 1  geom_hr_L50m_fl1_r_li_shannon_UE_hr_10cells
## 2   geom_hr_L3_fl10_r_li_richness_UE_hr_5cells
## 3  geom_hr_L50m_fl1_r_li_simpson_UE_hr_10cells
## 4 geom_hr_L50m_fl10_r_li_richness_UE_hr_5cells
## 5  geom_hr_L50m_fl1_r_li_shannon_UE_hr_20cells
##                                               k 3
## 1 geom_hr_L3_fl10_r_li_patchdensity_UE_hr_10cells
## 2         geom_hr_L50m_fl1_r_li_mps_UE_hr_10cells
## 3    geom_hr_L3_fl10_r_li_dominance_UE_hr_40cells
## 4     geom_hr_L3_fl10_r_li_patchnum_UE_hr_10cells
## 5       geom_hr_L50m_fl1_r_li_shape_UE_hr_10cells
##                                               k 4
## 1          geom_hr_L3_fl10_r_li_mps_UE_hr_10cells
## 2 geom_hr_L3_fl10_r_li_patchdensity_UE_hr_10cells
## 3     geom_hr_L3_fl10_r_li_patchnum_UE_hr_10cells
## 4  geom_hr_L50m_fl10_r_li_dominance_UE_hr_20cells
## 5    geom_hr_L50m_fl10_r_li_shannon_UE_hr_10cells
##                                                k 5
## 1  geom_hr_L3_fl10_r_li_patchdensity_UE_hr_10cells
## 2      geom_hr_L3_fl10_r_li_patchnum_UE_hr_10cells
## 3 geom_hr_L50m_fl10_r_li_patchdensity_UE_hr_5cells
## 4    geom_hr_L50m_fl10_r_li_richness_UE_hr_10cells
## 5      geom_hr_L3_fl10_r_li_richness_UE_hr_10cells

## [1] "silikatisches Festgestein_vs_Hangschutt"

## [1] "Prediction error at end is:  0.505"
## [2] "Prediction error at end is:  0.53" 
## [3] "Prediction error at end is:  0.5"  
## [4] "Prediction error at end is:  0.485"
## [5] "Prediction error at end is:  0.5"  
##                                                k 1
## 1      geom_hr_L3_fl10_r_li_richness_UE_hr_20cells
## 2      geom_hr_L3_fl1_r_li_dominance_UE_hr_20cells
## 3         geom_hr_L50m_fl10_r_li_mps_UE_hr_20cells
## 4         geom_hr_L50m_fl10_r_li_mps_UE_hr_10cells
## 5 geom_hr_L50m_fl1_r_li_patchdensity_UE_hr_10cells
##                                            k 2
## 1   geom_hr_L3_fl1_r_li_richness_UE_hr_20cells
## 2  geom_hr_L3_fl1_r_li_dominance_UE_hr_20cells
## 3 geom_hr_L3_fl10_r_li_dominance_UE_hr_20cells
## 4    geom_hr_L3_fl10_r_li_shannon_UE_hr_5cells
## 5  geom_hr_L50m_fl10_r_li_shannon_UE_hr_5cells
##                                              k 3
## 1   geom_hr_L3_fl10_r_li_dominance_UE_hr_40cells
## 2    geom_hr_L50m_fl1_r_li_simpson_UE_hr_20cells
## 3       geom_hr_L3_fl10_r_li_shape_UE_hr_20cells
## 4   geom_hr_L50m_fl10_r_li_richness_UE_hr_5cells
## 5 geom_hr_L3_fl10_r_li_edgedensity_UE_hr_20cells
##                                                k 4
## 1       geom_hr_L50m_fl10_r_li_shape_UE_hr_20cells
## 2     geom_hr_L50m_fl10_r_li_simpson_UE_hr_20cells
## 3 geom_hr_L50m_fl10_r_li_edgedensity_UE_hr_20cells
## 4     geom_hr_L50m_fl1_r_li_richness_UE_hr_20cells
## 5          geom_hr_L50m_fl10_r_li_mps_UE_hr_5cells
##                                                k 5
## 1   geom_hr_L50m_fl10_r_li_dominance_UE_hr_20cells
## 2 geom_hr_L50m_fl1_r_li_patchdensity_UE_hr_20cells
## 3        geom_hr_L3_fl10_r_li_simpson_UE_hr_5cells
## 4      geom_hr_L3_fl1_r_li_dominance_UE_hr_10cells
## 5           geom_hr_L3_fl1_r_li_shape_UE_hr_5cells

## [1] "silikatisches Festgestein_vs_Grundmoraene"

## [1] "Prediction error at end is:  0.43" 
## [2] "Prediction error at end is:  0.38" 
## [3] "Prediction error at end is:  0.34" 
## [4] "Prediction error at end is:  0.335"
## [5] "Prediction error at end is:  0.3"  
##                                             k 1
## 1  geom_hr_L50m_fl10_r_li_shannon_UE_hr_10cells
## 2   geom_hr_L50m_fl1_r_li_shannon_UE_hr_10cells
## 3  geom_hr_L50m_fl10_r_li_richness_UE_hr_5cells
## 4 geom_hr_L50m_fl10_r_li_richness_UE_hr_10cells
## 5  geom_hr_L50m_fl1_r_li_richness_UE_hr_10cells
##                                               k 2
## 1 geom_hr_L3_fl10_r_li_patchdensity_UE_hr_10cells
## 2    geom_hr_L50m_fl1_r_li_richness_UE_hr_20cells
## 3        geom_hr_L3_fl10_r_li_shape_UE_hr_20cells
## 4       geom_hr_L3_fl10_r_li_simpson_UE_hr_5cells
## 5       geom_hr_L50m_fl10_r_li_shape_UE_hr_5cells
##                                                k 3
## 1          geom_hr_L50m_fl10_r_li_mps_UE_hr_5cells
## 2        geom_hr_L3_fl10_r_li_simpson_UE_hr_5cells
## 3            geom_hr_L3_fl10_r_li_mps_UE_hr_5cells
## 4 geom_hr_L50m_fl10_r_li_edgedensity_UE_hr_10cells
## 5        geom_hr_L3_fl1_r_li_shannon_UE_hr_20cells
##                                            k 4
## 1   geom_hr_L3_fl10_r_li_shannon_UE_hr_10cells
## 2    geom_hr_L3_fl10_r_li_simpson_UE_hr_5cells
## 3 geom_hr_L50m_fl10_r_li_richness_UE_hr_5cells
## 4   geom_hr_L3_fl1_r_li_richness_UE_hr_10cells
## 5  geom_hr_L3_fl10_r_li_dominance_UE_hr_5cells
##                                             k 5
## 1 geom_hr_L50m_fl10_r_li_richness_UE_hr_20cells
## 2      geom_hr_L50m_fl10_r_li_mps_UE_hr_20cells
## 3     geom_hr_L3_fl10_r_li_simpson_UE_hr_5cells
## 4     geom_hr_L3_fl1_r_li_simpson_UE_hr_20cells
## 5        geom_hr_L3_fl10_r_li_mps_UE_hr_10cells

## [1] "silikatisches Festgestein_vs_Moraene undifferenziert"

## [1] "Prediction error at end is:  0.345"
## [2] "Prediction error at end is:  0.365"
## [3] "Prediction error at end is:  0.365"
## [4] "Prediction error at end is:  0.435"
## [5] "Prediction error at end is:  0.435"
##                                                 k 1
## 1 geom_hr_L50m_fl10_r_li_patchdensity_UE_hr_20cells
## 2     geom_hr_L50m_fl10_r_li_patchnum_UE_hr_20cells
## 3          geom_hr_L50m_fl10_r_li_mps_UE_hr_20cells
## 4      geom_hr_L50m_fl1_r_li_dominance_UE_hr_5cells
## 5   geom_hr_L50m_fl1_r_li_patchdensity_UE_hr_5cells
##                                                 k 2
## 1 geom_hr_L50m_fl10_r_li_patchdensity_UE_hr_20cells
## 2        geom_hr_L3_fl1_r_li_richness_UE_hr_20cells
## 3      geom_hr_L50m_fl10_r_li_shannon_UE_hr_20cells
## 4       geom_hr_L50m_fl1_r_li_simpson_UE_hr_20cells
## 5          geom_hr_L50m_fl10_r_li_mps_UE_hr_20cells
##                                                 k 3
## 1 geom_hr_L50m_fl10_r_li_patchdensity_UE_hr_20cells
## 2     geom_hr_L50m_fl10_r_li_patchnum_UE_hr_20cells
## 3       geom_hr_L3_fl10_r_li_dominance_UE_hr_5cells
## 4          geom_hr_L3_fl1_r_li_simpson_UE_hr_5cells
## 5            geom_hr_L3_fl10_r_li_mps_UE_hr_10cells
##                                                 k 4
## 1 geom_hr_L50m_fl10_r_li_patchdensity_UE_hr_20cells
## 2        geom_hr_L3_fl1_r_li_richness_UE_hr_20cells
## 3          geom_hr_L50m_fl10_r_li_mps_UE_hr_20cells
## 4       geom_hr_L50m_fl1_r_li_shannon_UE_hr_20cells
## 5           geom_hr_L50m_fl1_r_li_mps_UE_hr_10cells
##                                             k 5
## 1 geom_hr_L50m_fl10_r_li_richness_UE_hr_20cells
## 2      geom_hr_L3_fl10_r_li_shape_UE_hr_10cells
## 3 geom_hr_L3_fl1_r_li_patchdensity_UE_hr_5cells
## 4     geom_hr_L3_fl1_r_li_simpson_UE_hr_20cells
## 5     geom_hr_L3_fl1_r_li_simpson_UE_hr_10cells

Heights

## [1] "silikatisches Festgestein_vs_Alluviale Ablagerung"

## [1] "Prediction error at end is:  0.120647773279352" 
## [2] "Prediction error at end is:  0.0997300944669366"
## [3] "Prediction error at end is:  0.0577597840755735"
## [4] "Prediction error at end is:  0.0630229419703104"
## [5] "Prediction error at end is:  0.0472334682860999"
##                      k 1                  k 2                k 3
## 1      Maximum_Height_hr    Maximum_Height_hr  Maximum_Height_hr
## 2            ValleyDepth         Slope_Height StandardizedHeight
## 3     StandardizedHeight      Valley_Depth_hr    Valley_Depth_hr
## 4        Valley_Depth_hr  MidSlope_Positon_hr   NormalizedHeight
## 5 Standardized_Height_hr Normalized_Height_hr       Slope_Height
##                                    k 4
## 1                    Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network
## 3                      Slope_Height_hr
## 4                          ValleyDepth
## 5              Relative_Slope_Position
##                                    k 5
## 1              Relative_Slope_Position
## 2 Vertical_Distance_to_Channel_Network
## 3                      Slope_Height_hr
## 4                    Mid_Slope_Positon
## 5                    Maximum_Height_hr

## [1] "silikatisches Festgestein_vs_Blockschutt"

## [1] "Prediction error at end is:  0.288658536585366" 
## [2] "Prediction error at end is:  0.124634146341463" 
## [3] "Prediction error at end is:  0.0847560975609756"
## [4] "Prediction error at end is:  0.0946341463414634"
## [5] "Prediction error at end is:  0.0846341463414634"
##                  k 1                  k 2
## 1  Normalized_Height    Maximum_Height_hr
## 2  Maximum_Height_hr    Normalized_Height
## 3        ValleyDepth          ValleyDepth
## 4 StandardizedHeight         Slope_Height
## 5        SlopeHeight Normalized_Height_hr
##                                    k 3                     k 4
## 1                    Normalized_Height       Normalized_Height
## 2 Vertical_Distance_to_Channel_Network       Maximum_Height_hr
## 3                          ValleyDepth             ValleyDepth
## 4                      Valley_Depth_hr             SlopeHeight
## 5                    Maximum_Height_hr Relative_Slope_Position
##                 k 5
## 1 Maximum_Height_hr
## 2 Normalized_Height
## 3       ValleyDepth
## 4       SlopeHeight
## 5  NormalizedHeight

## [1] "silikatisches Festgestein_vs_Kolluvium"

## [1] "Prediction error at end is:  0.198780487804878"
## [2] "Prediction error at end is:  0.164512195121951"
## [3] "Prediction error at end is:  0.159756097560976"
## [4] "Prediction error at end is:  0.154756097560976"
## [5] "Prediction error at end is:  0.159634146341463"
##                   k 1                                  k 2
## 1 Standardized_Height                  Standardized_Height
## 2         ValleyDepth                          ValleyDepth
## 3 MidSlope_Positon_hr                    Mid_Slope_Positon
## 4   Normalized_Height                     NormalizedHeight
## 5     Valley_Depth_hr Vertical_Distance_to_Channel_Network
##                      k 3                                  k 4
## 1    Standardized_Height                  Standardized_Height
## 2 Standardized_Height_hr                          ValleyDepth
## 3      Maximum_Height_hr                         Slope_Height
## 4        Slope_Height_hr                    Mid_Slope_Positon
## 5        Valley_Depth_hr Vertical_Distance_to_Channel_Network
##                    k 5
## 1  Standardized_Height
## 2  MidSlope_Positon_hr
## 3 Normalized_Height_hr
## 4    Maximum_Height_hr
## 5         Slope_Height

## [1] "silikatisches Festgestein_vs_gemischte Kegel"

## [1] "Prediction error at end is:  0.085"
## [2] "Prediction error at end is:  0.05" 
## [3] "Prediction error at end is:  0.045"
## [4] "Prediction error at end is:  0.045"
## [5] "Prediction error at end is:  0.04" 
##                                    k 1                  k 2
## 1                    Normalized_Height    Normalized_Height
## 2               Standardized_Height_hr         Slope_Height
## 3                         Slope_Height Normalized_Height_hr
## 4                          ValleyDepth          ValleyDepth
## 5 Vertical_Distance_to_Channel_Network      Valley_Depth_hr
##                    k 3                    k 4                  k 5
## 1    Normalized_Height      Normalized_Height    Normalized_Height
## 2         Slope_Height           Slope_Height         Slope_Height
## 3      Valley_Depth_hr   Normalized_Height_hr Normalized_Height_hr
## 4 Normalized_Height_hr    MidSlope_Positon_hr      Valley_Depth_hr
## 5    Mid_Slope_Positon Standardized_Height_hr          ValleyDepth

## [1] "silikatisches Festgestein_vs_gemischte Ablagerung"

## [1] "Prediction error at end is:  0.26" 
## [2] "Prediction error at end is:  0.17" 
## [3] "Prediction error at end is:  0.105"
## [4] "Prediction error at end is:  0.115"
## [5] "Prediction error at end is:  0.105"
##                 k 1                     k 2                     k 3
## 1 Normalized_Height       Normalized_Height       Normalized_Height
## 2      Slope_Height             ValleyDepth             ValleyDepth
## 3 Maximum_Height_hr       Maximum_Height_hr       Maximum_Height_hr
## 4       ValleyDepth Relative_Slope_Position Relative_Slope_Position
## 5   Valley_Depth_hr      StandardizedHeight             SlopeHeight
##                    k 4                  k 5
## 1    Normalized_Height    Normalized_Height
## 2    Maximum_Height_hr          ValleyDepth
## 3          ValleyDepth Normalized_Height_hr
## 4 Normalized_Height_hr    Maximum_Height_hr
## 5         Slope_Height  MidSlope_Positon_hr

## [1] "silikatisches Festgestein_vs_Hangschutt"

## [1] "Prediction error at end is:  0.4"  
## [2] "Prediction error at end is:  0.315"
## [3] "Prediction error at end is:  0.325"
## [4] "Prediction error at end is:  0.315"
## [5] "Prediction error at end is:  0.32" 
##                    k 1                 k 2
## 1    Normalized_Height   Normalized_Height
## 2  Standardized_Height   Maximum_Height_hr
## 3         Slope_Height Standardized_Height
## 4      Valley_Depth_hr     Valley_Depth_hr
## 5 Normalized_Height_hr         SlopeHeight
##                                    k 3                     k 4
## 1                    Normalized_Height        NormalizedHeight
## 2                    Maximum_Height_hr       Maximum_Height_hr
## 3                    Mid_Slope_Positon Relative_Slope_Position
## 4                   StandardizedHeight  Standardized_Height_hr
## 5 Vertical_Distance_to_Channel_Network         Valley_Depth_hr
##                                    k 5
## 1                    Normalized_Height
## 2                  Standardized_Height
## 3                  MidSlope_Positon_hr
## 4 Vertical_Distance_to_Channel_Network
## 5                    Maximum_Height_hr

## [1] "silikatisches Festgestein_vs_Grundmoraene"

## [1] "Prediction error at end is:  0.335"
## [2] "Prediction error at end is:  0.175"
## [3] "Prediction error at end is:  0.17" 
## [4] "Prediction error at end is:  0.165"
## [5] "Prediction error at end is:  0.16" 
##                 k 1                 k 2                     k 3
## 1 Maximum_Height_hr        Slope_Height       Maximum_Height_hr
## 2       ValleyDepth   Maximum_Height_hr             ValleyDepth
## 3   Valley_Depth_hr     Valley_Depth_hr Relative_Slope_Position
## 4 Normalized_Height     Slope_Height_hr            Slope_Height
## 5      Slope_Height MidSlope_Positon_hr         Valley_Depth_hr
##                  k 4               k 5
## 1  Maximum_Height_hr Maximum_Height_hr
## 2       Slope_Height   Valley_Depth_hr
## 3  Mid_Slope_Positon       ValleyDepth
## 4    Valley_Depth_hr  NormalizedHeight
## 5 StandardizedHeight      Slope_Height

## [1] "silikatisches Festgestein_vs_Moraene undifferenziert"

## [1] "Prediction error at end is:  0.333536585365854"
## [2] "Prediction error at end is:  0.268292682926829"
## [3] "Prediction error at end is:  0.243414634146341"
## [4] "Prediction error at end is:  0.258414634146341"
## [5] "Prediction error at end is:  0.253414634146341"
##                                    k 1                     k 2
## 1                    Normalized_Height       Normalized_Height
## 2              Relative_Slope_Position       Maximum_Height_hr
## 3 Vertical_Distance_to_Channel_Network         Slope_Height_hr
## 4               Standardized_Height_hr             SlopeHeight
## 5                          ValleyDepth Relative_Slope_Position
##                                    k 3                 k 4
## 1                    Normalized_Height   Normalized_Height
## 2                  Standardized_Height   Maximum_Height_hr
## 3 Vertical_Distance_to_Channel_Network     Valley_Depth_hr
## 4                      Valley_Depth_hr    NormalizedHeight
## 5                 Normalized_Height_hr Standardized_Height
##                                    k 5
## 1                    Normalized_Height
## 2                    Maximum_Height_hr
## 3                  Standardized_Height
## 4 Vertical_Distance_to_Channel_Network
## 5                          ValleyDepth